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ResearchFormerly WizWand

Cognition and Reasoning on MMMU (val)

72.6ScoreInternVL3.5-20B-A4B
32.0442.5753.163.63Mar 31, 2025Jun 6, 2025Aug 12, 2025Oct 18, 2025Dec 24, 2025Mar 1, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
InternVL3.5-20B-A4BModel=InternVL3.5-20B-A4B2026.0572.6
InternVL3.5-4BModel=InternVL3.5-4B2026.0557.2
Qwen3.5-4BModel=Qwen3.5-4B2026.0556.9
Qwen3-VL-4BModel=Qwen3-VL-4B2026.0551.4
Ties-Mergingmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.0351.11
AdaMMSmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.0351.11
MetaGPTmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.0350.67
Qwen2-VL (base)model_status=Original Model2025.0350.11
InternVL3.5-2BModel=InternVL3.5-2B2026.0549.9
Qwen3.5-2BModel=Qwen3.5-2B2026.0549.2
Molmo2-4BModel=Molmo2-4B2026.0548.8
Task Arithmeticmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.0348.44
ZAYA1-VL-8B-A1BModel=ZAYA1-VL-8B-A1B2026.0546
DeepSeek-VL2-16B-A2.4BModel=DeepSeek-VL2-16B-A2.4B2026.0546
Qwen2.5-VL-3BModel=Qwen2.5-VL-3B2026.0545.7
DARE-Tiesmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.0345
DARE-Linearmerging_target=Qwen2-VL-7B, merging_source=LLaVA-OneVision-7B2025.0343.78
LLaVA-OneVisionmodel_status=Original Model2025.0343.44
PLM-3BModel=PLM-3B2026.0541.4
Qwen3-VL-2BModel=Qwen3-VL-2B2026.0540.9
DARE-LinearMerging Protocol=DARE-Linear, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.0336.8
Task ArithmeticMerging Protocol=Task Arithmetic, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.0336.2
LLaVA-v1.5-7BStatus=Source Model, Architecture=LLaVA-v1.5-7B2025.0335.1
AdaMMSMerging Protocol=AdaMMS, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.0334.9
CogVLM-chat-7BStatus=Base Model, Architecture=CogVLM-chat-7B2025.0334.8
MetaGPTMerging Protocol=MetaGPT, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.0334.7
Ties-MergingMerging Protocol=Ties-Merging, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.0334
DARE-TiesMerging Protocol=DARE-Ties, Target Architecture=CogVLM-chat-7B, Source Weights=LLaVA-v1.5-7B2025.0333.6